{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SNOWPACK demonstration figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "from Load_and_Process_Datasets import *\n",
    "from palettable.colorbrewer.sequential import *\n",
    "from pandas.plotting import register_matplotlib_converters\n",
    "import geopandas as gpd\n",
    "import cartopy.crs as ccrs\n",
    "register_matplotlib_converters()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Misc. Operations for plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Time range\n",
    "# year_start = \"2000\"\n",
    "# year_end = \"2010\"\n",
    "year_start = \"2010\"\n",
    "year_end = \"2015\"\n",
    "t0 = pd.to_datetime(year_start + '0101', format='%Y%m%d')\n",
    "tf = pd.to_datetime(year_end + '0101', format='%Y%m%d')\n",
    "\n",
    "# Site lat/lon\n",
    "lat = [-90, -79.466]\n",
    "lon = [0, -112.0833]\n",
    "\n",
    "# Depth thresh\n",
    "depth_thresh = 1\n",
    "depth_thresh_str = str(int(depth_thresh * 100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Define paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# paths to SNOWPACK output files\n",
    "WAIS_pro =  \"/pl/active/nasa_smb/simulations/up_to_date_simulations/density_profile_10mfl_ov_rr/density_profile_32/output/LAT-79.3831LON-111.239.pro\"\n",
    "WAIS_smet = \"/pl/active/nasa_smb/simulations/up_to_date_simulations/density_profile_10mfl_ov_rr/density_profile_32/output/LAT-79.3831LON-111.239.smet\"\n",
    "SP_pro = \"/pl/active/nasa_smb/simulations/up_to_date_simulations/density_profile_10mfl_ov_rr/density_profile_1/output/LAT-89.9333LON144.3938.pro\"\n",
    "SP_smet = \"/pl/active/nasa_smb/simulations/up_to_date_simulations/density_profile_10mfl_ov_rr/density_profile_1/output/LAT-89.9333LON144.3938.smet\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Retrieve data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Surface temperature\n",
    "WAIS_ts = snwpck_1D.get_smet_timeseries(WAIS_smet, \"TSS_mod\")\n",
    "SP_ts = snwpck_1D.get_smet_timeseries(SP_smet, \"TSS_mod\")\n",
    "\n",
    "# Near surface density\n",
    "!bash extract_timeseries.sh {WAIS_pro} {depth_thresh} > WAIS_nsd.txt\n",
    "WAIS_nsd = np.loadtxt(\"WAIS_nsd.txt\", usecols=(3))\n",
    "WAIS_gs = np.loadtxt(\"WAIS_nsd.txt\", usecols=(4))\n",
    "time = np.loadtxt(\"WAIS_nsd.txt\", usecols = 0, dtype = 'str') \n",
    "time = pd.to_datetime(time, format = '%Y-%m-%dT%H:%M:%S')\n",
    "WAIS_nsd = pd.DataFrame(WAIS_nsd, index = time)\n",
    "WAIS_gs = pd.DataFrame(WAIS_gs, index = time)\n",
    "\n",
    "!bash extract_timeseries.sh {SP_pro} {depth_thresh} > SP_nsd.txt\n",
    "SP_nsd = np.loadtxt(\"SP_nsd.txt\", usecols=(3))\n",
    "SP_gs = np.loadtxt(\"SP_nsd.txt\", usecols=(4))\n",
    "time = np.loadtxt(\"SP_nsd.txt\", usecols = 0, dtype = 'str') \n",
    "time = pd.to_datetime(time, format = '%Y-%m-%dT%H:%M:%S')\n",
    "SP_nsd = pd.DataFrame(SP_nsd, index = time)\n",
    "SP_gs = pd.DataFrame(SP_gs, index = time)\n",
    "\n",
    "# Winter depth profiles\n",
    "winter_date = year_start + \"0621\"\n",
    "winter_date = str(pd.to_datetime(winter_date, format='%Y%m%d'))\n",
    "!bash postprocess.sh {WAIS_pro} {winter_date} > WAIS_pro_data.txt\n",
    "WAIS_winter_depth, WAIS_winter_density = np.loadtxt(\"WAIS_pro_data.txt\", usecols=(2, 5), unpack=True)\n",
    "!bash postprocess.sh {SP_pro} {winter_date} > SP_pro_data.txt\n",
    "SP_winter_depth, SP_winter_density = np.loadtxt(\"SP_pro_data.txt\", usecols=(2, 5), unpack=True)\n",
    "\n",
    "# Winter temperature profiles\n",
    "WAIS_winter_depth, WAIS_winter_temp = np.loadtxt(\"WAIS_pro_data.txt\", usecols=(2, 4), unpack=True)\n",
    "SP_winter_depth, SP_winter_temp = np.loadtxt(\"SP_pro_data.txt\", usecols=(2, 4), unpack=True)\n",
    "\n",
    "# # Summer depth profiles\n",
    "# summer_date = year_start + \"1221\"\n",
    "# summer_date = str(pd.to_datetime(summer_date, format='%Y%m%d'))\n",
    "# !bash postprocess.sh {WAIS_pro} {summer_date} > WAIS_pro_data.txt\n",
    "# WAIS_summer_depth, WAIS_summer_density = np.loadtxt(\"WAIS_pro_data.txt\", usecols=(2, 5), unpack=True)\n",
    "# !bash postprocess.sh {SP_pro} {summer_date} > SP_pro_data.txt\n",
    "# SP_summer_depth, SP_summer_density = np.loadtxt(\"SP_pro_data.txt\", usecols=(2, 5), unpack=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Winter temperature profiles\n",
    "WAIS_winter_depth, WAIS_winter_temp = np.loadtxt(\"WAIS_pro_data.txt\", usecols=(2, 4), unpack=True)\n",
    "SP_winter_depth, SP_winter_temp = np.loadtxt(\"SP_pro_data.txt\", usecols=(2, 4), unpack=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Map of sites"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Coastline Data\n",
    "df = gpd.read_file(\"/pl/active/nasa_smb/Data/ADD_Coastline_low_res_polygon.shp\")\n",
    "crs_epsg = ccrs.SouthPolarStereo()\n",
    "df_epsg = df.to_crs(epsg='3031')\n",
    "\n",
    "# Map\n",
    "# Generate figure \n",
    "fig, axs = plt.subplots(1, 1, subplot_kw={'projection': crs_epsg},\n",
    "                        figsize=(10, 10))\n",
    "\n",
    "# Plot coastlines\n",
    "axs.set_extent((-180, 180, -90, -65), ccrs.PlateCarree())\n",
    "axs.add_geometries(df_epsg['geometry'], crs=crs_epsg,\n",
    "                      facecolor='none', edgecolor='black')\n",
    "\n",
    "# Plot SNOWPACK minus Observations\n",
    "plt.scatter(lon[0], lat[0], linewidth=10, c='b', marker='o', label='South Pole', transform=ccrs.Geodetic())\n",
    "plt.scatter(lon[1], lat[1], linewidth=10, c='r', marker='o', label='WAIS Divide', transform=ccrs.Geodetic())\n",
    "# plt.legend()\n",
    "plt.savefig(\"Figures/demo_map.pdf\", format='pdf', dpi=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot surface temperature timeseries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(WAIS_ts, 'r', label='WAIS Divide')\n",
    "plt.plot(SP_ts, 'b', label='South Pole')\n",
    "plt.xlim([t0, tf])\n",
    "plt.ylim([-80, 0])\n",
    "plt.ylabel(\"SNOWPACK T$_{s}$\", fontsize = 20)\n",
    "plt.xticks(fontsize=16)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.grid()\n",
    "# plt.legend()\n",
    "plt.savefig(\"Figures/demo_ts.pdf\", format='pdf', dpi=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot near surface density timeseries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    125.078926\n",
      "dtype: float64\n",
      "0    1.107045\n",
      "dtype: float64\n",
      "0    1.160485\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(WAIS_nsd, 'r', linewidth=3, label='WAIS Divide')\n",
    "plt.plot(SP_nsd, 'b', linewidth=3, label='South Pole')\n",
    "plt.xlim([t0, tf])\n",
    "plt.ylabel(\"Surface Density [kg m$^-$$^3$]\", fontsize = 20)\n",
    "plt.xticks(fontsize=16)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.grid()\n",
    "# plt.legend()\n",
    "plt.savefig(\"Figures/demo_rho.pdf\", format='pdf', dpi=100)\n",
    "\n",
    "# Stats\n",
    "print(WAIS_nsd.mean() - SP_nsd.mean())\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(WAIS_nsd / WAIS_nsd.mean())\n",
    "print(np.abs(WAIS_nsd / WAIS_nsd.mean()).max())\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(SP_nsd / SP_nsd.mean())\n",
    "print(np.abs(SP_nsd / SP_nsd.mean()).max())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot near surface grain size timeseries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(WAIS_gs, 'r', linewidth=3, label='WAIS Divide')\n",
    "plt.plot(SP_gs, 'b', linewidth=3, label='South Pole')\n",
    "plt.xlim([t0, tf])\n",
    "plt.ylabel(\"Surface Grain Size [mm]\", fontsize = 20)\n",
    "plt.xticks(fontsize=16)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.grid()\n",
    "# plt.legend()\n",
    "plt.savefig(\"Figures/demo_gs.pdf\", format='pdf', dpi=100)\n",
    "\n",
    "# Stats\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot winter density profiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 10))\n",
    "plt.plot(WAIS_winter_density, WAIS_winter_depth, 'r', label='WAIS Divide')\n",
    "# plt.plot(WAIS_summer_density, WAIS_summer_depth, 'r--')\n",
    "plt.plot(SP_winter_density, SP_winter_depth, 'b', label='South Pole')\n",
    "# plt.plot(SP_summer_density, SP_summer_depth, 'b--')\n",
    "plt.ylim([0, 10])\n",
    "plt.gca().invert_yaxis()\n",
    "plt.xticks(fontsize=16)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.grid()\n",
    "# plt.legend()\n",
    "plt.ylabel(\"Depth [m]\", fontsize = 20)\n",
    "plt.xlabel(\"Density [kg m$^-$$^3$]\", fontsize = 20)\n",
    "plt.savefig(\"Figures/demo_rho_profile.pdf\", format='pdf', dpi=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot winter temperature profiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18.321844451884687"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 10))\n",
    "plt.plot(WAIS_winter_temp - 273.15, WAIS_winter_depth, 'r', linewidth=3, label='WAIS Divide')\n",
    "# plt.plot(WAIS_summer_density, WAIS_summer_depth, 'r--')\n",
    "plt.plot(SP_winter_temp -273.15, SP_winter_depth, 'b', linewidth=3, label='South Pole')\n",
    "# plt.plot(SP_summer_density, SP_summer_depth, 'b--')\n",
    "plt.ylim([0, 10])\n",
    "plt.gca().invert_yaxis()\n",
    "plt.xticks([-70, -60, -50, -40, -30, -20, -10], fontsize=16)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.grid()\n",
    "# plt.legend()\n",
    "plt.ylabel(\"Depth [m]\", fontsize = 20)\n",
    "plt.xlabel(\"Temperature [$^\\circ$C]\", fontsize = 20)\n",
    "plt.savefig(\"Figures/demo_temperature_profile.pdf\", format='pdf', dpi=100)\n",
    "\n",
    "WAIS_winter_temp.mean() - SP_winter_temp.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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